Efficient and Effective Regularized Incomplete Multi-view Clustering.

Xinwang Liu,Miaomiao Li,Chang Tang,Jingyuan Xia,Jian Xiong,Li Liu,Marius Kloft,En Zhu

IEEE Transactions on Pattern Analysis and Machine Intelligence（2021）

引用 200|浏览161

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摘要

Incomplete multi-view clustering (IMVC) optimally combines multiple pre-specified incomplete views to improve clustering performance. Among various excellent solutions, the recently proposed multiple kernel $k$k-means with incomplete kernels (MKKM-IK) forms a benchmark, which redefines IMVC as a joint optimization problem where the clustering and kernel matrix imputation tasks are alternately perf...

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关键词

Kernel,Clustering algorithms,Optimization,Complexity theory,Task analysis,Convergence,Pattern analysis

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